{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Solarize_Light2',\n",
       " '_classic_test_patch',\n",
       " '_mpl-gallery',\n",
       " '_mpl-gallery-nogrid',\n",
       " 'bmh',\n",
       " 'classic',\n",
       " 'dark_background',\n",
       " 'fast',\n",
       " 'fivethirtyeight',\n",
       " 'ggplot',\n",
       " 'grayscale',\n",
       " 'seaborn',\n",
       " 'seaborn-bright',\n",
       " 'seaborn-colorblind',\n",
       " 'seaborn-dark',\n",
       " 'seaborn-dark-palette',\n",
       " 'seaborn-darkgrid',\n",
       " 'seaborn-deep',\n",
       " 'seaborn-muted',\n",
       " 'seaborn-notebook',\n",
       " 'seaborn-paper',\n",
       " 'seaborn-pastel',\n",
       " 'seaborn-poster',\n",
       " 'seaborn-talk',\n",
       " 'seaborn-ticks',\n",
       " 'seaborn-white',\n",
       " 'seaborn-whitegrid',\n",
       " 'tableau-colorblind10']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.style.available"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use(\"bmh\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x23cb6e8e448>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots()\n",
    "ax.plot([0,1,2,3,4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "with plt.style.context('grayscale'):\n",
    "    plt.plot(np.sin(np.linspace(0, 2 * np.pi)), 'r-o')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x23cb7027148>]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots()\n",
    "ax.plot([0,1,2,3,4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
